Dataset statistics
| Number of variables | 15 |
|---|---|
| Number of observations | 340 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 40.0 KiB |
| Average record size in memory | 120.4 B |
Variable types
| NUM | 12 |
|---|---|
| BOOL | 2 |
| CAT | 1 |
Reproduction
| Analysis started | 2020-08-25 01:50:02.276305 |
|---|---|
| Analysis finished | 2020-08-25 01:50:25.964117 |
| Duration | 23.69 seconds |
| Version | pandas-profiling v2.8.0 |
| Command line | pandas_profiling --config_file config.yaml [YOUR_FILE.csv] |
| Download configuration | config.yaml |
ID
Real number (ℝ≥0)
| Distinct count | 86 |
|---|---|
| Unique (%) | 25.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 134.6794117647059 |
|---|---|
| Minimum | 7.0 |
| Maximum | 276.0 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 2.8 KiB |
Quantile statistics
| Minimum | 7 |
|---|---|
| 5-th percentile | 13 |
| Q1 | 59 |
| median | 130 |
| Q3 | 233 |
| 95-th percentile | 267 |
| Maximum | 276 |
| Range | 269 |
| Interquartile range (IQR) | 174 |
Descriptive statistics
| Standard deviation | 89.37703202 |
|---|---|
| Coefficient of variation (CV) | 0.6636280248 |
| Kurtosis | -1.439753143 |
| Mean | 134.6794118 |
| Median Absolute Deviation (MAD) | 87 |
| Skewness | 0.1598445916 |
| Sum | 45791 |
| Variance | 7988.253852 |
| Value | Count | Frequency (%) | |
| 7 | 5 | 1.5% | |
| 117 | 5 | 1.5% | |
| 61 | 5 | 1.5% | |
| 64 | 5 | 1.5% | |
| 103 | 5 | 1.5% | |
| 141 | 5 | 1.5% | |
| 84 | 5 | 1.5% | |
| 80 | 5 | 1.5% | |
| 75 | 5 | 1.5% | |
| 60 | 5 | 1.5% | |
| 38 | 5 | 1.5% | |
| 51 | 5 | 1.5% | |
| 66 | 5 | 1.5% | |
| 70 | 5 | 1.5% | |
| 107 | 5 | 1.5% | |
| 59 | 5 | 1.5% | |
| 81 | 5 | 1.5% | |
| 30 | 5 | 1.5% | |
| 96 | 5 | 1.5% | |
| 130 | 5 | 1.5% | |
| 150 | 5 | 1.5% | |
| 143 | 5 | 1.5% | |
| 74 | 5 | 1.5% | |
| 35 | 4 | 1.2% | |
| 167 | 4 | 1.2% | |
| Other values (61) | 217 | 63.8% |
| Value | Count | Frequency (%) | |
| 7 | 5 | 1.5% | |
| 8 | 3 | 0.9% | |
| 11 | 4 | 1.2% | |
| 12 | 4 | 1.2% | |
| 13 | 4 | 1.2% | |
| 18 | 4 | 1.2% | |
| 19 | 4 | 1.2% | |
| 20 | 4 | 1.2% | |
| 21 | 4 | 1.2% | |
| 22 | 4 | 1.2% |
| Value | Count | Frequency (%) | |
| 276 | 4 | 1.2% | |
| 275 | 4 | 1.2% | |
| 274 | 1 | 0.3% | |
| 272 | 4 | 1.2% | |
| 270 | 2 | 0.6% | |
| 267 | 4 | 1.2% | |
| 264 | 4 | 1.2% | |
| 263 | 4 | 1.2% | |
| 262 | 4 | 1.2% | |
| 261 | 2 | 0.6% |
target
Categorical
| Distinct count | 3 |
|---|---|
| Unique (%) | 0.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.8 KiB |
| 1 | |
|---|---|
| 0 | |
| 2 |
| Value | Count | Frequency (%) | |
| 1 | 200 | 58.8% | |
| 0 | 78 | 22.9% | |
| 2 | 62 | 18.2% |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Most occurring characters
| Value | Count | Frequency (%) | |
| 1 | 200 | 58.8% | |
| 0 | 78 | 22.9% | |
| 2 | 62 | 18.2% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Decimal Number | 340 | 100.0% |
Most frequent Decimal Number characters
| Value | Count | Frequency (%) | |
| 1 | 200 | 58.8% | |
| 0 | 78 | 22.9% | |
| 2 | 62 | 18.2% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Common | 340 | 100.0% |
Most frequent Common characters
| Value | Count | Frequency (%) | |
| 1 | 200 | 58.8% | |
| 0 | 78 | 22.9% | |
| 2 | 62 | 18.2% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 340 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| 1 | 200 | 58.8% | |
| 0 | 78 | 22.9% | |
| 2 | 62 | 18.2% |
gain_ratio_1
Real number (ℝ≥0)
| Distinct count | 200 |
|---|---|
| Unique (%) | 58.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 120.12647058823529 |
|---|---|
| Minimum | 0 |
| Maximum | 199 |
| Zeros | 1 |
| Zeros (%) | 0.3% |
| Memory size | 2.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 15.95 |
| Q1 | 67.75 |
| median | 125 |
| Q3 | 184.25 |
| 95-th percentile | 199 |
| Maximum | 199 |
| Range | 199 |
| Interquartile range (IQR) | 116.5 |
Descriptive statistics
| Standard deviation | 62.73297726 |
|---|---|
| Coefficient of variation (CV) | 0.5222244269 |
| Kurtosis | -1.253041787 |
| Mean | 120.1264706 |
| Median Absolute Deviation (MAD) | 58 |
| Skewness | -0.2393483363 |
| Sum | 40843 |
| Variance | 3935.426436 |
| Value | Count | Frequency (%) | |
| 199 | 58 | 17.1% | |
| 68 | 4 | 1.2% | |
| 112 | 4 | 1.2% | |
| 192 | 4 | 1.2% | |
| 190 | 4 | 1.2% | |
| 185 | 3 | 0.9% | |
| 89 | 3 | 0.9% | |
| 98 | 3 | 0.9% | |
| 111 | 3 | 0.9% | |
| 40 | 3 | 0.9% | |
| 133 | 3 | 0.9% | |
| 145 | 3 | 0.9% | |
| 157 | 3 | 0.9% | |
| 162 | 3 | 0.9% | |
| 79 | 3 | 0.9% | |
| 189 | 3 | 0.9% | |
| 191 | 2 | 0.6% | |
| 103 | 2 | 0.6% | |
| 63 | 2 | 0.6% | |
| 29 | 2 | 0.6% | |
| 53 | 2 | 0.6% | |
| 149 | 2 | 0.6% | |
| 97 | 2 | 0.6% | |
| 188 | 2 | 0.6% | |
| 144 | 2 | 0.6% | |
| Other values (175) | 215 | 63.2% |
| Value | Count | Frequency (%) | |
| 0 | 1 | 0.3% | |
| 1 | 1 | 0.3% | |
| 2 | 1 | 0.3% | |
| 3 | 1 | 0.3% | |
| 4 | 1 | 0.3% | |
| 5 | 1 | 0.3% | |
| 6 | 1 | 0.3% | |
| 7 | 1 | 0.3% | |
| 8 | 1 | 0.3% | |
| 9 | 1 | 0.3% |
| Value | Count | Frequency (%) | |
| 199 | 58 | 17.1% | |
| 198 | 1 | 0.3% | |
| 197 | 1 | 0.3% | |
| 196 | 1 | 0.3% | |
| 195 | 1 | 0.3% | |
| 194 | 1 | 0.3% | |
| 193 | 1 | 0.3% | |
| 192 | 4 | 1.2% | |
| 191 | 2 | 0.6% | |
| 190 | 4 | 1.2% |
gain_ratio_2
Real number (ℝ≥0)
| Distinct count | 194 |
|---|---|
| Unique (%) | 57.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 117.71470588235294 |
|---|---|
| Minimum | 0 |
| Maximum | 193 |
| Zeros | 1 |
| Zeros (%) | 0.3% |
| Memory size | 2.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 15.95 |
| Q1 | 67.75 |
| median | 121 |
| Q3 | 180.25 |
| 95-th percentile | 193 |
| Maximum | 193 |
| Range | 193 |
| Interquartile range (IQR) | 112.5 |
Descriptive statistics
| Standard deviation | 60.97301803 |
|---|---|
| Coefficient of variation (CV) | 0.5179728189 |
| Kurtosis | -1.227560707 |
| Mean | 117.7147059 |
| Median Absolute Deviation (MAD) | 56 |
| Skewness | -0.2542507328 |
| Sum | 40023 |
| Variance | 3717.708928 |
| Value | Count | Frequency (%) | |
| 193 | 69 | 20.3% | |
| 98 | 4 | 1.2% | |
| 157 | 4 | 1.2% | |
| 106 | 3 | 0.9% | |
| 93 | 3 | 0.9% | |
| 151 | 3 | 0.9% | |
| 140 | 3 | 0.9% | |
| 90 | 3 | 0.9% | |
| 89 | 3 | 0.9% | |
| 160 | 3 | 0.9% | |
| 184 | 3 | 0.9% | |
| 185 | 3 | 0.9% | |
| 70 | 3 | 0.9% | |
| 120 | 3 | 0.9% | |
| 33 | 3 | 0.9% | |
| 114 | 3 | 0.9% | |
| 35 | 2 | 0.6% | |
| 145 | 2 | 0.6% | |
| 76 | 2 | 0.6% | |
| 56 | 2 | 0.6% | |
| 141 | 2 | 0.6% | |
| 32 | 2 | 0.6% | |
| 41 | 2 | 0.6% | |
| 42 | 2 | 0.6% | |
| 131 | 2 | 0.6% | |
| Other values (169) | 206 | 60.6% |
| Value | Count | Frequency (%) | |
| 0 | 1 | 0.3% | |
| 1 | 1 | 0.3% | |
| 2 | 1 | 0.3% | |
| 3 | 1 | 0.3% | |
| 4 | 1 | 0.3% | |
| 5 | 1 | 0.3% | |
| 6 | 1 | 0.3% | |
| 7 | 1 | 0.3% | |
| 8 | 1 | 0.3% | |
| 9 | 1 | 0.3% |
| Value | Count | Frequency (%) | |
| 193 | 69 | 20.3% | |
| 192 | 1 | 0.3% | |
| 191 | 1 | 0.3% | |
| 190 | 1 | 0.3% | |
| 189 | 1 | 0.3% | |
| 188 | 1 | 0.3% | |
| 187 | 1 | 0.3% | |
| 186 | 1 | 0.3% | |
| 185 | 3 | 0.9% | |
| 184 | 3 | 0.9% |
gain_ratio_3
Real number (ℝ≥0)
| Distinct count | 191 |
|---|---|
| Unique (%) | 56.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 118.12058823529412 |
|---|---|
| Minimum | 0 |
| Maximum | 190 |
| Zeros | 1 |
| Zeros (%) | 0.3% |
| Memory size | 2.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 14.95 |
| Q1 | 70 |
| median | 121.5 |
| Q3 | 181 |
| 95-th percentile | 190 |
| Maximum | 190 |
| Range | 190 |
| Interquartile range (IQR) | 111 |
Descriptive statistics
| Standard deviation | 59.61662317 |
|---|---|
| Coefficient of variation (CV) | 0.5047098398 |
| Kurtosis | -1.181758308 |
| Mean | 118.1205882 |
| Median Absolute Deviation (MAD) | 55 |
| Skewness | -0.2950393502 |
| Sum | 40161 |
| Variance | 3554.141758 |
| Value | Count | Frequency (%) | |
| 190 | 68 | 20.0% | |
| 181 | 4 | 1.2% | |
| 82 | 4 | 1.2% | |
| 70 | 4 | 1.2% | |
| 131 | 3 | 0.9% | |
| 91 | 3 | 0.9% | |
| 135 | 3 | 0.9% | |
| 147 | 3 | 0.9% | |
| 150 | 3 | 0.9% | |
| 126 | 3 | 0.9% | |
| 118 | 3 | 0.9% | |
| 117 | 3 | 0.9% | |
| 52 | 3 | 0.9% | |
| 12 | 3 | 0.9% | |
| 93 | 3 | 0.9% | |
| 102 | 3 | 0.9% | |
| 88 | 3 | 0.9% | |
| 74 | 3 | 0.9% | |
| 182 | 3 | 0.9% | |
| 187 | 3 | 0.9% | |
| 77 | 3 | 0.9% | |
| 176 | 3 | 0.9% | |
| 113 | 2 | 0.6% | |
| 37 | 2 | 0.6% | |
| 75 | 2 | 0.6% | |
| Other values (166) | 200 | 58.8% |
| Value | Count | Frequency (%) | |
| 0 | 1 | 0.3% | |
| 1 | 1 | 0.3% | |
| 2 | 1 | 0.3% | |
| 3 | 1 | 0.3% | |
| 4 | 1 | 0.3% | |
| 5 | 1 | 0.3% | |
| 6 | 1 | 0.3% | |
| 7 | 1 | 0.3% | |
| 8 | 1 | 0.3% | |
| 9 | 1 | 0.3% |
| Value | Count | Frequency (%) | |
| 190 | 68 | 20.0% | |
| 189 | 1 | 0.3% | |
| 188 | 1 | 0.3% | |
| 187 | 3 | 0.9% | |
| 186 | 2 | 0.6% | |
| 185 | 2 | 0.6% | |
| 184 | 2 | 0.6% | |
| 183 | 2 | 0.6% | |
| 182 | 3 | 0.9% | |
| 181 | 4 | 1.2% |
gain_ratio_4
Real number (ℝ≥0)
| Distinct count | 203 |
|---|---|
| Unique (%) | 59.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 123.43235294117648 |
|---|---|
| Minimum | 0 |
| Maximum | 202 |
| Zeros | 1 |
| Zeros (%) | 0.3% |
| Memory size | 2.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 14.95 |
| Q1 | 71.75 |
| median | 126 |
| Q3 | 189.25 |
| 95-th percentile | 202 |
| Maximum | 202 |
| Range | 202 |
| Interquartile range (IQR) | 117.5 |
Descriptive statistics
| Standard deviation | 64.13434103 |
|---|---|
| Coefficient of variation (CV) | 0.5195910108 |
| Kurtosis | -1.243818856 |
| Mean | 123.4323529 |
| Median Absolute Deviation (MAD) | 59.5 |
| Skewness | -0.2594115571 |
| Sum | 41967 |
| Variance | 4113.213699 |
| Value | Count | Frequency (%) | |
| 202 | 65 | 19.1% | |
| 76 | 6 | 1.8% | |
| 193 | 5 | 1.5% | |
| 109 | 3 | 0.9% | |
| 170 | 3 | 0.9% | |
| 95 | 3 | 0.9% | |
| 85 | 3 | 0.9% | |
| 79 | 3 | 0.9% | |
| 186 | 3 | 0.9% | |
| 156 | 3 | 0.9% | |
| 196 | 3 | 0.9% | |
| 124 | 2 | 0.6% | |
| 108 | 2 | 0.6% | |
| 13 | 2 | 0.6% | |
| 9 | 2 | 0.6% | |
| 112 | 2 | 0.6% | |
| 114 | 2 | 0.6% | |
| 120 | 2 | 0.6% | |
| 122 | 2 | 0.6% | |
| 44 | 2 | 0.6% | |
| 104 | 2 | 0.6% | |
| 125 | 2 | 0.6% | |
| 126 | 2 | 0.6% | |
| 129 | 2 | 0.6% | |
| 140 | 2 | 0.6% | |
| Other values (178) | 212 | 62.4% |
| Value | Count | Frequency (%) | |
| 0 | 1 | 0.3% | |
| 1 | 1 | 0.3% | |
| 2 | 1 | 0.3% | |
| 3 | 1 | 0.3% | |
| 4 | 1 | 0.3% | |
| 5 | 1 | 0.3% | |
| 6 | 1 | 0.3% | |
| 7 | 1 | 0.3% | |
| 8 | 1 | 0.3% | |
| 9 | 2 | 0.6% |
| Value | Count | Frequency (%) | |
| 202 | 65 | 19.1% | |
| 201 | 1 | 0.3% | |
| 200 | 1 | 0.3% | |
| 199 | 1 | 0.3% | |
| 198 | 1 | 0.3% | |
| 197 | 1 | 0.3% | |
| 196 | 3 | 0.9% | |
| 195 | 2 | 0.6% | |
| 194 | 1 | 0.3% | |
| 193 | 5 | 1.5% |
gain_ratio_5
Real number (ℝ≥0)
| Distinct count | 197 |
|---|---|
| Unique (%) | 57.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 120.50882352941177 |
|---|---|
| Minimum | 0 |
| Maximum | 196 |
| Zeros | 1 |
| Zeros (%) | 0.3% |
| Memory size | 2.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 15 |
| Q1 | 69.75 |
| median | 124.5 |
| Q3 | 185 |
| 95-th percentile | 196 |
| Maximum | 196 |
| Range | 196 |
| Interquartile range (IQR) | 115.25 |
Descriptive statistics
| Standard deviation | 62.02723195 |
|---|---|
| Coefficient of variation (CV) | 0.5147111235 |
| Kurtosis | -1.213831757 |
| Mean | 120.5088235 |
| Median Absolute Deviation (MAD) | 58.5 |
| Skewness | -0.2779808587 |
| Sum | 40973 |
| Variance | 3847.377503 |
| Value | Count | Frequency (%) | |
| 196 | 69 | 20.3% | |
| 150 | 3 | 0.9% | |
| 174 | 3 | 0.9% | |
| 79 | 3 | 0.9% | |
| 78 | 3 | 0.9% | |
| 183 | 3 | 0.9% | |
| 122 | 3 | 0.9% | |
| 185 | 3 | 0.9% | |
| 100 | 3 | 0.9% | |
| 33 | 3 | 0.9% | |
| 148 | 3 | 0.9% | |
| 126 | 2 | 0.6% | |
| 135 | 2 | 0.6% | |
| 102 | 2 | 0.6% | |
| 103 | 2 | 0.6% | |
| 105 | 2 | 0.6% | |
| 109 | 2 | 0.6% | |
| 110 | 2 | 0.6% | |
| 139 | 2 | 0.6% | |
| 137 | 2 | 0.6% | |
| 112 | 2 | 0.6% | |
| 125 | 2 | 0.6% | |
| 113 | 2 | 0.6% | |
| 114 | 2 | 0.6% | |
| 117 | 2 | 0.6% | |
| Other values (172) | 213 | 62.6% |
| Value | Count | Frequency (%) | |
| 0 | 1 | 0.3% | |
| 1 | 1 | 0.3% | |
| 2 | 1 | 0.3% | |
| 3 | 1 | 0.3% | |
| 4 | 1 | 0.3% | |
| 5 | 1 | 0.3% | |
| 6 | 1 | 0.3% | |
| 7 | 1 | 0.3% | |
| 8 | 2 | 0.6% | |
| 9 | 1 | 0.3% |
| Value | Count | Frequency (%) | |
| 196 | 69 | 20.3% | |
| 195 | 1 | 0.3% | |
| 194 | 1 | 0.3% | |
| 193 | 1 | 0.3% | |
| 192 | 1 | 0.3% | |
| 191 | 2 | 0.6% | |
| 190 | 2 | 0.6% | |
| 189 | 2 | 0.6% | |
| 188 | 2 | 0.6% | |
| 187 | 1 | 0.3% |
gain_ratio_6
Real number (ℝ≥0)
| Distinct count | 195 |
|---|---|
| Unique (%) | 57.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 121.86764705882354 |
|---|---|
| Minimum | 0 |
| Maximum | 194 |
| Zeros | 1 |
| Zeros (%) | 0.3% |
| Memory size | 2.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 13.95 |
| Q1 | 70.75 |
| median | 128.5 |
| Q3 | 189.25 |
| 95-th percentile | 194 |
| Maximum | 194 |
| Range | 194 |
| Interquartile range (IQR) | 118.5 |
Descriptive statistics
| Standard deviation | 62.1786617 |
|---|---|
| Coefficient of variation (CV) | 0.5102146731 |
| Kurtosis | -1.230155255 |
| Mean | 121.8676471 |
| Median Absolute Deviation (MAD) | 59 |
| Skewness | -0.3212666121 |
| Sum | 41435 |
| Variance | 3866.185971 |
| Value | Count | Frequency (%) | |
| 194 | 81 | 23.8% | |
| 83 | 4 | 1.2% | |
| 78 | 4 | 1.2% | |
| 95 | 3 | 0.9% | |
| 90 | 3 | 0.9% | |
| 166 | 3 | 0.9% | |
| 163 | 3 | 0.9% | |
| 181 | 3 | 0.9% | |
| 65 | 3 | 0.9% | |
| 128 | 3 | 0.9% | |
| 132 | 3 | 0.9% | |
| 13 | 3 | 0.9% | |
| 119 | 2 | 0.6% | |
| 118 | 2 | 0.6% | |
| 115 | 2 | 0.6% | |
| 130 | 2 | 0.6% | |
| 114 | 2 | 0.6% | |
| 109 | 2 | 0.6% | |
| 133 | 2 | 0.6% | |
| 135 | 2 | 0.6% | |
| 108 | 2 | 0.6% | |
| 102 | 2 | 0.6% | |
| 136 | 2 | 0.6% | |
| 101 | 2 | 0.6% | |
| 87 | 2 | 0.6% | |
| Other values (170) | 198 | 58.2% |
| Value | Count | Frequency (%) | |
| 0 | 1 | 0.3% | |
| 1 | 1 | 0.3% | |
| 2 | 1 | 0.3% | |
| 3 | 1 | 0.3% | |
| 4 | 1 | 0.3% | |
| 5 | 1 | 0.3% | |
| 6 | 1 | 0.3% | |
| 7 | 1 | 0.3% | |
| 8 | 1 | 0.3% | |
| 9 | 2 | 0.6% |
| Value | Count | Frequency (%) | |
| 194 | 81 | 23.8% | |
| 193 | 1 | 0.3% | |
| 192 | 1 | 0.3% | |
| 191 | 1 | 0.3% | |
| 190 | 1 | 0.3% | |
| 189 | 1 | 0.3% | |
| 188 | 1 | 0.3% | |
| 187 | 1 | 0.3% | |
| 186 | 1 | 0.3% | |
| 185 | 1 | 0.3% |
gain_ratio_7
Real number (ℝ≥0)
| Distinct count | 191 |
|---|---|
| Unique (%) | 56.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 121.85882352941177 |
|---|---|
| Minimum | 0 |
| Maximum | 190 |
| Zeros | 1 |
| Zeros (%) | 0.3% |
| Memory size | 2.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 16.95 |
| Q1 | 74 |
| median | 128.5 |
| Q3 | 186.25 |
| 95-th percentile | 190 |
| Maximum | 190 |
| Range | 190 |
| Interquartile range (IQR) | 112.25 |
Descriptive statistics
| Standard deviation | 59.52231736 |
|---|---|
| Coefficient of variation (CV) | 0.4884530774 |
| Kurtosis | -1.132619489 |
| Mean | 121.8588235 |
| Median Absolute Deviation (MAD) | 56.5 |
| Skewness | -0.3851877 |
| Sum | 41432 |
| Variance | 3542.906264 |
| Value | Count | Frequency (%) | |
| 190 | 81 | 23.8% | |
| 144 | 4 | 1.2% | |
| 74 | 4 | 1.2% | |
| 90 | 3 | 0.9% | |
| 110 | 3 | 0.9% | |
| 156 | 3 | 0.9% | |
| 183 | 3 | 0.9% | |
| 113 | 3 | 0.9% | |
| 121 | 3 | 0.9% | |
| 180 | 3 | 0.9% | |
| 78 | 3 | 0.9% | |
| 137 | 3 | 0.9% | |
| 105 | 3 | 0.9% | |
| 162 | 3 | 0.9% | |
| 126 | 3 | 0.9% | |
| 141 | 2 | 0.6% | |
| 106 | 2 | 0.6% | |
| 132 | 2 | 0.6% | |
| 143 | 2 | 0.6% | |
| 145 | 2 | 0.6% | |
| 147 | 2 | 0.6% | |
| 149 | 2 | 0.6% | |
| 102 | 2 | 0.6% | |
| 131 | 2 | 0.6% | |
| 37 | 2 | 0.6% | |
| Other values (166) | 195 | 57.4% |
| Value | Count | Frequency (%) | |
| 0 | 1 | 0.3% | |
| 1 | 1 | 0.3% | |
| 2 | 1 | 0.3% | |
| 3 | 1 | 0.3% | |
| 4 | 1 | 0.3% | |
| 5 | 1 | 0.3% | |
| 6 | 1 | 0.3% | |
| 7 | 1 | 0.3% | |
| 8 | 1 | 0.3% | |
| 9 | 1 | 0.3% |
| Value | Count | Frequency (%) | |
| 190 | 81 | 23.8% | |
| 189 | 2 | 0.6% | |
| 188 | 1 | 0.3% | |
| 187 | 1 | 0.3% | |
| 186 | 1 | 0.3% | |
| 185 | 2 | 0.6% | |
| 184 | 1 | 0.3% | |
| 183 | 3 | 0.9% | |
| 182 | 1 | 0.3% | |
| 181 | 1 | 0.3% |
gain_ratio_8
Real number (ℝ≥0)
| Distinct count | 188 |
|---|---|
| Unique (%) | 55.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 118.79117647058824 |
|---|---|
| Minimum | 0 |
| Maximum | 187 |
| Zeros | 1 |
| Zeros (%) | 0.3% |
| Memory size | 2.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 15 |
| Q1 | 67.75 |
| median | 127.5 |
| Q3 | 184.25 |
| 95-th percentile | 187 |
| Maximum | 187 |
| Range | 187 |
| Interquartile range (IQR) | 116.5 |
Descriptive statistics
| Standard deviation | 60.38002008 |
|---|---|
| Coefficient of variation (CV) | 0.5082870788 |
| Kurtosis | -1.248399058 |
| Mean | 118.7911765 |
| Median Absolute Deviation (MAD) | 58.5 |
| Skewness | -0.3481961852 |
| Sum | 40389 |
| Variance | 3645.746825 |
| Value | Count | Frequency (%) | |
| 187 | 83 | 24.4% | |
| 178 | 5 | 1.5% | |
| 177 | 4 | 1.2% | |
| 120 | 3 | 0.9% | |
| 75 | 3 | 0.9% | |
| 139 | 3 | 0.9% | |
| 84 | 3 | 0.9% | |
| 64 | 3 | 0.9% | |
| 97 | 3 | 0.9% | |
| 171 | 3 | 0.9% | |
| 153 | 3 | 0.9% | |
| 106 | 3 | 0.9% | |
| 180 | 3 | 0.9% | |
| 128 | 3 | 0.9% | |
| 130 | 3 | 0.9% | |
| 81 | 3 | 0.9% | |
| 113 | 2 | 0.6% | |
| 79 | 2 | 0.6% | |
| 104 | 2 | 0.6% | |
| 121 | 2 | 0.6% | |
| 101 | 2 | 0.6% | |
| 98 | 2 | 0.6% | |
| 125 | 2 | 0.6% | |
| 86 | 2 | 0.6% | |
| 133 | 2 | 0.6% | |
| Other values (163) | 191 | 56.2% |
| Value | Count | Frequency (%) | |
| 0 | 1 | 0.3% | |
| 1 | 1 | 0.3% | |
| 2 | 1 | 0.3% | |
| 3 | 1 | 0.3% | |
| 4 | 1 | 0.3% | |
| 5 | 1 | 0.3% | |
| 6 | 1 | 0.3% | |
| 7 | 1 | 0.3% | |
| 8 | 1 | 0.3% | |
| 9 | 1 | 0.3% |
| Value | Count | Frequency (%) | |
| 187 | 83 | 24.4% | |
| 186 | 1 | 0.3% | |
| 185 | 1 | 0.3% | |
| 184 | 1 | 0.3% | |
| 183 | 1 | 0.3% | |
| 182 | 1 | 0.3% | |
| 181 | 2 | 0.6% | |
| 180 | 3 | 0.9% | |
| 179 | 1 | 0.3% | |
| 178 | 5 | 1.5% |
gain_ratio_9
Real number (ℝ≥0)
| Distinct count | 188 |
|---|---|
| Unique (%) | 55.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 119.6029411764706 |
|---|---|
| Minimum | 0 |
| Maximum | 187 |
| Zeros | 1 |
| Zeros (%) | 0.3% |
| Memory size | 2.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 14.95 |
| Q1 | 68.75 |
| median | 127.5 |
| Q3 | 187 |
| 95-th percentile | 187 |
| Maximum | 187 |
| Range | 187 |
| Interquartile range (IQR) | 118.25 |
Descriptive statistics
| Standard deviation | 60.26297819 |
|---|---|
| Coefficient of variation (CV) | 0.5038586643 |
| Kurtosis | -1.215137729 |
| Mean | 119.6029412 |
| Median Absolute Deviation (MAD) | 59.5 |
| Skewness | -0.3663216678 |
| Sum | 40665 |
| Variance | 3631.62654 |
| Value | Count | Frequency (%) | |
| 187 | 88 | 25.9% | |
| 178 | 4 | 1.2% | |
| 38 | 3 | 0.9% | |
| 119 | 3 | 0.9% | |
| 143 | 3 | 0.9% | |
| 94 | 3 | 0.9% | |
| 85 | 3 | 0.9% | |
| 128 | 3 | 0.9% | |
| 141 | 3 | 0.9% | |
| 176 | 3 | 0.9% | |
| 135 | 3 | 0.9% | |
| 104 | 2 | 0.6% | |
| 103 | 2 | 0.6% | |
| 100 | 2 | 0.6% | |
| 101 | 2 | 0.6% | |
| 149 | 2 | 0.6% | |
| 99 | 2 | 0.6% | |
| 60 | 2 | 0.6% | |
| 51 | 2 | 0.6% | |
| 33 | 2 | 0.6% | |
| 105 | 2 | 0.6% | |
| 34 | 2 | 0.6% | |
| 139 | 2 | 0.6% | |
| 61 | 2 | 0.6% | |
| 107 | 2 | 0.6% | |
| Other values (163) | 193 | 56.8% |
| Value | Count | Frequency (%) | |
| 0 | 1 | 0.3% | |
| 1 | 1 | 0.3% | |
| 2 | 1 | 0.3% | |
| 3 | 1 | 0.3% | |
| 4 | 2 | 0.6% | |
| 5 | 1 | 0.3% | |
| 6 | 1 | 0.3% | |
| 7 | 1 | 0.3% | |
| 8 | 1 | 0.3% | |
| 9 | 1 | 0.3% |
| Value | Count | Frequency (%) | |
| 187 | 88 | 25.9% | |
| 186 | 1 | 0.3% | |
| 185 | 1 | 0.3% | |
| 184 | 1 | 0.3% | |
| 183 | 1 | 0.3% | |
| 182 | 1 | 0.3% | |
| 181 | 2 | 0.6% | |
| 180 | 1 | 0.3% | |
| 179 | 2 | 0.6% | |
| 178 | 4 | 1.2% |
gain_ratio_10
Real number (ℝ≥0)
| Distinct count | 196 |
|---|---|
| Unique (%) | 57.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 126.01764705882353 |
|---|---|
| Minimum | 0 |
| Maximum | 195 |
| Zeros | 1 |
| Zeros (%) | 0.3% |
| Memory size | 2.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 14.95 |
| Q1 | 73.75 |
| median | 135.5 |
| Q3 | 195 |
| 95-th percentile | 195 |
| Maximum | 195 |
| Range | 195 |
| Interquartile range (IQR) | 121.25 |
Descriptive statistics
| Standard deviation | 62.71116291 |
|---|---|
| Coefficient of variation (CV) | 0.4976379449 |
| Kurtosis | -1.15294356 |
| Mean | 126.0176471 |
| Median Absolute Deviation (MAD) | 59.5 |
| Skewness | -0.4314636148 |
| Sum | 42846 |
| Variance | 3932.689953 |
| Value | Count | Frequency (%) | |
| 195 | 88 | 25.9% | |
| 126 | 5 | 1.5% | |
| 123 | 4 | 1.2% | |
| 147 | 3 | 0.9% | |
| 159 | 3 | 0.9% | |
| 59 | 3 | 0.9% | |
| 186 | 3 | 0.9% | |
| 129 | 3 | 0.9% | |
| 85 | 3 | 0.9% | |
| 157 | 3 | 0.9% | |
| 150 | 2 | 0.6% | |
| 152 | 2 | 0.6% | |
| 133 | 2 | 0.6% | |
| 34 | 2 | 0.6% | |
| 142 | 2 | 0.6% | |
| 29 | 2 | 0.6% | |
| 140 | 2 | 0.6% | |
| 38 | 2 | 0.6% | |
| 135 | 2 | 0.6% | |
| 156 | 2 | 0.6% | |
| 146 | 2 | 0.6% | |
| 46 | 2 | 0.6% | |
| 130 | 2 | 0.6% | |
| 119 | 2 | 0.6% | |
| 111 | 2 | 0.6% | |
| Other values (171) | 192 | 56.5% |
| Value | Count | Frequency (%) | |
| 0 | 1 | 0.3% | |
| 1 | 1 | 0.3% | |
| 2 | 1 | 0.3% | |
| 3 | 1 | 0.3% | |
| 4 | 2 | 0.6% | |
| 5 | 1 | 0.3% | |
| 6 | 1 | 0.3% | |
| 7 | 1 | 0.3% | |
| 8 | 1 | 0.3% | |
| 9 | 1 | 0.3% |
| Value | Count | Frequency (%) | |
| 195 | 88 | 25.9% | |
| 194 | 1 | 0.3% | |
| 193 | 1 | 0.3% | |
| 192 | 1 | 0.3% | |
| 191 | 1 | 0.3% | |
| 190 | 1 | 0.3% | |
| 189 | 2 | 0.6% | |
| 188 | 1 | 0.3% | |
| 187 | 2 | 0.6% | |
| 186 | 3 | 0.9% |
gain_ratio_11
Real number (ℝ≥0)
| Distinct count | 199 |
|---|---|
| Unique (%) | 58.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 125.78529411764706 |
|---|---|
| Minimum | 0 |
| Maximum | 198 |
| Zeros | 1 |
| Zeros (%) | 0.3% |
| Memory size | 2.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 16.95 |
| Q1 | 71 |
| median | 131 |
| Q3 | 196.25 |
| 95-th percentile | 198 |
| Maximum | 198 |
| Range | 198 |
| Interquartile range (IQR) | 125.25 |
Descriptive statistics
| Standard deviation | 63.05972555 |
|---|---|
| Coefficient of variation (CV) | 0.5013282832 |
| Kurtosis | -1.210244227 |
| Mean | 125.7852941 |
| Median Absolute Deviation (MAD) | 62 |
| Skewness | -0.3382325917 |
| Sum | 42767 |
| Variance | 3976.528987 |
| Value | Count | Frequency (%) | |
| 198 | 84 | 24.7% | |
| 61 | 4 | 1.2% | |
| 193 | 4 | 1.2% | |
| 108 | 4 | 1.2% | |
| 129 | 3 | 0.9% | |
| 111 | 3 | 0.9% | |
| 127 | 3 | 0.9% | |
| 104 | 3 | 0.9% | |
| 54 | 3 | 0.9% | |
| 88 | 3 | 0.9% | |
| 139 | 2 | 0.6% | |
| 137 | 2 | 0.6% | |
| 55 | 2 | 0.6% | |
| 145 | 2 | 0.6% | |
| 146 | 2 | 0.6% | |
| 147 | 2 | 0.6% | |
| 148 | 2 | 0.6% | |
| 150 | 2 | 0.6% | |
| 126 | 2 | 0.6% | |
| 51 | 2 | 0.6% | |
| 53 | 2 | 0.6% | |
| 131 | 2 | 0.6% | |
| 116 | 2 | 0.6% | |
| 118 | 2 | 0.6% | |
| 58 | 2 | 0.6% | |
| Other values (174) | 196 | 57.6% |
| Value | Count | Frequency (%) | |
| 0 | 1 | 0.3% | |
| 1 | 1 | 0.3% | |
| 2 | 1 | 0.3% | |
| 3 | 1 | 0.3% | |
| 4 | 1 | 0.3% | |
| 5 | 1 | 0.3% | |
| 6 | 1 | 0.3% | |
| 7 | 1 | 0.3% | |
| 8 | 1 | 0.3% | |
| 9 | 1 | 0.3% |
| Value | Count | Frequency (%) | |
| 198 | 84 | 24.7% | |
| 197 | 1 | 0.3% | |
| 196 | 1 | 0.3% | |
| 195 | 1 | 0.3% | |
| 194 | 1 | 0.3% | |
| 193 | 4 | 1.2% | |
| 192 | 1 | 0.3% | |
| 191 | 1 | 0.3% | |
| 190 | 2 | 0.6% | |
| 189 | 2 | 0.6% |
sex
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.8 KiB |
| 1 | |
|---|---|
| 0 |
| Value | Count | Frequency (%) | |
| 1 | 203 | 59.7% | |
| 0 | 137 | 40.3% |
target.1
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.8 KiB |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 177 | 52.1% | |
| 1 | 163 | 47.9% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| ID | target | gain_ratio_1 | gain_ratio_2 | gain_ratio_3 | gain_ratio_4 | gain_ratio_5 | gain_ratio_6 | gain_ratio_7 | gain_ratio_8 | gain_ratio_9 | gain_ratio_10 | gain_ratio_11 | sex | target.1 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 7.0 | 1 | 167 | 162 | 177 | 157 | 179 | 175 | 172 | 121 | 143 | 159 | 139 | 0 | 0 |
| 1 | 7.0 | 1 | 150 | 92 | 129 | 136 | 91 | 160 | 137 | 130 | 143 | 141 | 135 | 0 | 0 |
| 2 | 7.0 | 0 | 117 | 117 | 160 | 202 | 110 | 143 | 113 | 107 | 45 | 81 | 88 | 0 | 0 |
| 3 | 7.0 | 2 | 199 | 193 | 93 | 76 | 196 | 65 | 65 | 99 | 65 | 82 | 49 | 0 | 0 |
| 4 | 7.0 | 1 | 128 | 118 | 85 | 24 | 47 | 64 | 124 | 98 | 128 | 57 | 120 | 0 | 0 |
| 5 | 19.0 | 1 | 157 | 126 | 190 | 154 | 133 | 83 | 91 | 75 | 165 | 166 | 189 | 0 | 0 |
| 6 | 19.0 | 1 | 110 | 76 | 102 | 88 | 124 | 95 | 190 | 71 | 108 | 91 | 127 | 0 | 0 |
| 7 | 19.0 | 0 | 161 | 76 | 50 | 69 | 45 | 36 | 27 | 106 | 119 | 132 | 113 | 0 | 0 |
| 8 | 19.0 | 1 | 89 | 130 | 60 | 129 | 79 | 138 | 136 | 108 | 52 | 98 | 146 | 0 | 0 |
| 9 | 20.0 | 1 | 104 | 100 | 92 | 105 | 94 | 46 | 64 | 81 | 46 | 45 | 85 | 0 | 0 |
Last rows
| ID | target | gain_ratio_1 | gain_ratio_2 | gain_ratio_3 | gain_ratio_4 | gain_ratio_5 | gain_ratio_6 | gain_ratio_7 | gain_ratio_8 | gain_ratio_9 | gain_ratio_10 | gain_ratio_11 | sex | target.1 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 330 | 267.0 | 2 | 54 | 69 | 102 | 107 | 90 | 100 | 82 | 63 | 54 | 94 | 84 | 1 | 1 |
| 331 | 274.0 | 0 | 199 | 193 | 190 | 92 | 126 | 158 | 190 | 187 | 187 | 195 | 198 | 1 | 1 |
| 332 | 275.0 | 1 | 186 | 140 | 124 | 158 | 114 | 194 | 138 | 128 | 101 | 195 | 100 | 1 | 1 |
| 333 | 275.0 | 0 | 187 | 119 | 147 | 140 | 167 | 124 | 190 | 187 | 138 | 195 | 86 | 1 | 1 |
| 334 | 275.0 | 1 | 118 | 144 | 99 | 83 | 147 | 77 | 47 | 119 | 187 | 101 | 91 | 1 | 1 |
| 335 | 275.0 | 2 | 199 | 60 | 76 | 70 | 196 | 194 | 91 | 105 | 31 | 195 | 198 | 1 | 1 |
| 336 | 276.0 | 1 | 90 | 120 | 37 | 124 | 109 | 85 | 39 | 84 | 187 | 96 | 23 | 1 | 1 |
| 337 | 276.0 | 0 | 76 | 27 | 113 | 129 | 57 | 86 | 133 | 125 | 81 | 79 | 110 | 1 | 1 |
| 338 | 276.0 | 1 | 167 | 124 | 84 | 134 | 88 | 139 | 126 | 126 | 187 | 139 | 168 | 1 | 1 |
| 339 | 276.0 | 2 | 73 | 114 | 82 | 116 | 127 | 108 | 114 | 94 | 105 | 162 | 71 | 1 | 1 |